Differentiating Homogeneous Functions: A & B

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SUMMARY

This discussion focuses on the differentiation of homogeneous functions, specifically addressing two theorems related to the function f(tx1,...,txn) = t^k * f(x1,...,xn). The first theorem demonstrates that d/dx1 f(tx1,...,txn) = t^(k-1) * d/dx1 f(x1,...,xn) through the application of the chain rule. The second theorem asserts that kt^(k-1) * f(x1,...,xn) equals the sum of x1 * d/dx1 f(tx1,...,xn) and xn * d/dxn f(x1,...,xn), highlighting the importance of including all variables in the differentiation process.

PREREQUISITES
  • Understanding of homogeneous functions and their definitions
  • Familiarity with the chain rule in calculus
  • Basic knowledge of partial derivatives
  • Experience with multivariable functions
NEXT STEPS
  • Study the properties of homogeneous functions in greater detail
  • Learn advanced applications of the chain rule in multivariable calculus
  • Explore examples of differentiating multivariable functions
  • Investigate the implications of homogeneous functions in optimization problems
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Students and professionals in mathematics, particularly those studying calculus, multivariable functions, and optimization techniques. This discussion is beneficial for anyone seeking to deepen their understanding of homogeneous functions and their differentiation.

ak416
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Well actuallly 2 thms. They have to do with homogeneous functions. f(tx1,...,txn) = t^k * f(x1,...,xn). Now how do you show A) d/dx1 f(tx1,...,txn) = t^k-1 * d/dx1 f(x1,...,xn) and B) kt^(k-1)*f(x1,...,xn) = x1*d/dx1 f(tx1,...,xn) + xn*d/dxn f(x1,...,xn)

A) In the book They say that differentiating the first equation (definition of homogeneous function of degree k) by its first argument yields: d/dx1 f(tx1,...,txn) * t = t^k d/dx1 f(x1,...,xn) from which A easily follows. But how do they get this? I know you have to apply the chain rule somehow but I am not sure exactly...
B)Same as A, i end up with expressions like d/d(tx1) x1 which intuitively seems like t but I am not sure.
 
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ak416 said:
Well actuallly 2 thms. They have to do with homogeneous functions. f(tx1,...,txn) = t^k * f(x1,...,xn). Now how do you show A) d/dx1 f(tx1,...,txn) = t^k-1 * d/dx1 f(x1,...,xn) and B) kt^(k-1)*f(x1,...,xn) = x1*d/dx1 f(tx1,...,xn) + xn*d/dxn f(x1,...,xn)

A) In the book They say that differentiating the first equation (definition of homogeneous function of degree k) by its first argument yields: d/dx1 f(tx1,...,txn) * t = t^k d/dx1 f(x1,...,xn) from which A easily follows. But how do they get this? I know you have to apply the chain rule somehow but I am not sure exactly...
First rule: faced with a complicated problem, try a few simple examples. Suppose f(x,y)= xy. Clearly, f(tx,ty)= (tx)(ty)= t2xy so this is a homogeneous function. f(tx,ty)x= fx(tx,ty)(tx)x= tfx(tx,ty). But since f(tx,ty)= t2xy that is also equal to fx(tx,ty)= t2y.

Since x1 is multiplied by t, differentiating f(tx1,...) with respect to x1 is just (chain rule) the derivative of f times the derivative of txw which is t: t df()/dx1. But f(tx1, ...)= tnf(x1,...) so that derivative is equal to tnfx(x1,...). Divide both sides by t now.
B)Same as A, i end up with expressions like d/d(tx1) x1 which intuitively seems like t but I am not sure.
What you've written for B is incorrect. It should be
kt^(k-1)*f(x1,...,xn) = x1*d/dx1 f(tx1,...,xn)+ ... + xn*d/dxn f(x1,...,xn). Do you see the difference? You just have x1 and xn terms on the right but it is in fact a sum through all the variables.

Try f(x,y,z)= xyz. Then f(tx,ty,tz)= t2xyz.
fx= t2yz so xfx= t2xyz, yfy= t2xyz, zfz= t2xyz and their sum is 3t2 xyz= ktk-1 f(x,y,z) with k= 3.
 

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